[HTML][HTML] Identifying pre-disease signals before metabolic syndrome in mice by dynamical network biomarkers
K Koizumi, M Oku, S Hayashi, A Inujima, N Shibahara… - Scientific reports, 2019 - nature.com
The establishment of new therapeutic strategies for metabolic syndrome is urgently needed
because metabolic syndrome, which is characterized by several disorders, such as …
because metabolic syndrome, which is characterized by several disorders, such as …
Detecting tissue-specific early warning signals for complex diseases based on dynamical network biomarkers: study of type 2 diabetes by cross-tissue analysis
Identifying early warning signals of critical transitions during disease progression is a key to
achieving early diagnosis of complex diseases. By exploiting rich information of high …
achieving early diagnosis of complex diseases. By exploiting rich information of high …
[HTML][HTML] Dynamical network biomarkers: Theory and applications
This paper reviews theory of DNB (Dynamical Network Biomarkers) and its applications
including both modern medicine and traditional medicine. We show that omics data such as …
including both modern medicine and traditional medicine. We show that omics data such as …
[HTML][HTML] Detecting the tipping points in a three-state model of complex diseases by temporal differential networks
Background The progression of complex diseases, such as diabetes and cancer, is
generally a nonlinear process with three stages, ie, normal state, pre-disease state, and …
generally a nonlinear process with three stages, ie, normal state, pre-disease state, and …
Dynamical network biomarkers for identifying critical transitions and their driving networks of biologic processes
Non-smooth or even abrupt state changes exist during many biological processes, eg, cell
differentiation processes, proliferation processes, or even disease deterioration processes …
differentiation processes, proliferation processes, or even disease deterioration processes …
[HTML][HTML] Detecting early-warning signals of type 1 diabetes and its leading biomolecular networks by dynamical network biomarkers
Abstract Background Type 1 diabetes (T1D) is a complex disease and harmful to human
health, and most of the existing biomarkers are mainly to measure the disease phenotype …
health, and most of the existing biomarkers are mainly to measure the disease phenotype …
Early diagnosis of complex diseases by molecular biomarkers, network biomarkers, and dynamical network biomarkers
Many studies have been carried out for early diagnosis of complex diseases by finding
accurate and robust biomarkers specific to respective diseases. In particular, recent rapid …
accurate and robust biomarkers specific to respective diseases. In particular, recent rapid …
[HTML][HTML] Quantifying critical states of complex diseases using single-sample dynamic network biomarkers
Dynamic network biomarkers (DNB) can identify the critical state or tipping point of a
disease, thereby predicting rather than diagnosing the disease. However, it is difficult to …
disease, thereby predicting rather than diagnosing the disease. However, it is difficult to …
Deciphering early development of complex diseases by progressive module network
There is no effective cure nowadays for many complex diseases, and thus it is crucial to
detect and further treat diseases in earlier stages. Generally, the development and …
detect and further treat diseases in earlier stages. Generally, the development and …
[HTML][HTML] Detecting early-warning signals for sudden deterioration of complex diseases by dynamical network biomarkers
Considerable evidence suggests that during the progression of complex diseases, the
deteriorations are not necessarily smooth but are abrupt and may cause a critical transition …
deteriorations are not necessarily smooth but are abrupt and may cause a critical transition …
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